{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-12-04 14:45:36.725334: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
      "E0000 00:00:1733294736.736144   10818 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
      "E0000 00:00:1733294736.739424   10818 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
      "2024-12-04 14:45:36.751482: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.0061,  0.0336,  0.0249,  ...,  0.0353, -0.0017,  0.0519],\n",
      "        [-0.0307,  0.0519, -0.0375,  ...,  0.0215, -0.0027,  0.0580],\n",
      "        [-0.0575, -0.0008, -0.0225,  ...,  0.0527,  0.0082,  0.0626]],\n",
      "       device='cuda:0')\n",
      "204739 204739\n",
      "428 428\n",
      "13666\n"
     ]
    }
   ],
   "source": [
    "# 制作数据集\n",
    "import pickle\n",
    "import json\n",
    "import random\n",
    "with open(\"all-data/dev_en.pkl\", \"rb\") as f:\n",
    "    test = pickle.load(f)\n",
    "with open(\"all-data/dev_de.pkl\", \"rb\") as f:\n",
    "    test.extend(pickle.load(f))\n",
    "    \n",
    "with open('./GND/dataset/GND-Subjects-all.json') as f:\n",
    "    gnd_jsons=json.load(f)\n",
    "\n",
    "labels=[]\n",
    "for c in gnd_jsons:\n",
    "    item1={}\n",
    "    item1['sentence2']='Classification Name is '+c['Classification Name']+'. Name is '+c['Name']\n",
    "    item1['Code']=c['Code']\n",
    "    labels.append(item1)\n",
    "x_test=[]\n",
    "for t in test:\n",
    "    if type(t['title'])!=str:\n",
    "        t['title']=' '.join(t['title'])\n",
    "        # break\n",
    "    if type(t['abstract'])!=str:\n",
    "        t['abstract']=' '.join(t['abstract'])\n",
    "    item=t['title']+'.'+t['abstract']\n",
    "    x_test.append(item)\n",
    "  \n",
    "from sentence_transformers import SentenceTransformer\n",
    "import torch\n",
    "model = SentenceTransformer('/media/4t/lastest_out')\n",
    "model.to('cuda')\n",
    "# 把labels的一维张量转换为二维张量\n",
    "batch_size=32\n",
    "texts=[label['sentence2'] for label in labels]\n",
    "texts=[texts[i:i+batch_size] for i in range(0, len(texts), batch_size)]\n",
    "if len(texts)*batch_size<len(labels):\n",
    "    texts.append([label['sentence2'] for label in labels[len(texts)*batch_size:]])\n",
    "y_test=[]\n",
    "for text in texts:\n",
    "    with torch.no_grad():\n",
    "        embeddings = model.encode(text, convert_to_tensor=True)\n",
    "    item=embeddings.cpu()\n",
    "    y_test.append(item)\n",
    "print(embeddings)\n",
    "\n",
    "y_t=[]\n",
    "i=0\n",
    "for y in y_test:\n",
    "    for e in y:\n",
    "        item={}\n",
    "        item['Code']=labels[i]['Code']\n",
    "        item['embedding']=e\n",
    "        item['sentence2']=labels[i]['sentence2']\n",
    "        y_t.append(item)\n",
    "        i+=1\n",
    "print(len(y_t),len(labels)) # 204739 204739\n",
    "x_texts=[x_test[i:i+batch_size] for i in range(0, len(x_test), batch_size)]\n",
    "if len(x_texts)*batch_size<len(x_test):\n",
    "    x_texts.append([x_test[len(x_texts)*batch_size:]])\n",
    "x_t=[]\n",
    "for x in x_texts:\n",
    "    with torch.no_grad():\n",
    "        embeddings = model.encode(x, convert_to_tensor=True)\n",
    "    item=embeddings.cpu()\n",
    "    x_t.append(item)\n",
    "print(len(x_t),len(x_texts)) # 6340 6340\n",
    "print(len(x_test))\n",
    "\n",
    "y_tt=torch.tensor([y['embedding'].tolist() for y in y_t]).to('cuda')\n",
    "import torch.nn.functional as F\n",
    "x_scores=[]\n",
    "for x in x_t:\n",
    "    x=x.to('cuda')\n",
    "    for xx in x:\n",
    "        with torch.no_grad():\n",
    "            cosine_similarity = F.cosine_similarity(xx, y_tt, dim=1)\n",
    "        x_scores.append(cosine_similarity.cpu())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.011283477242792318\n",
      "0.027195443161160928\n",
      "0.01466004524359215\n"
     ]
    }
   ],
   "source": [
    "x_scores[0].shape\n",
    "# 找出每个x_score中前topk大的索引\n",
    "topk=5\n",
    "x_scores_topk=[]\n",
    "for x_score in x_scores:\n",
    "    x_score=x_score.cpu()\n",
    "    topk_indices = torch.topk(x_score, topk).indices\n",
    "    x_scores_topk.append(topk_indices)\n",
    "\n",
    "with open(\"all-data/dev_en.pkl\", \"rb\") as f:\n",
    "    test = pickle.load(f)\n",
    "with open(\"all-data/dev_de.pkl\", \"rb\") as f:\n",
    "    test.extend(pickle.load(f))\n",
    "codes=[]\n",
    "for t in test:\n",
    "    code=[]\n",
    "    for c in t['dcterms:subject']:\n",
    "        code.append(c['Code'])\n",
    "    codes.append(code)\n",
    "# print(test[0]['dcterms:subject'])\n",
    "pre_ans=[]\n",
    "recalls=[]\n",
    "f1s=[]\n",
    "for i in range(len(x_scores_topk)):\n",
    "    # print(codes[i])\n",
    "    cnt=0.0\n",
    "    for t in x_scores_topk[i]:\n",
    "        target=gnd_jsons[t]['Code']\n",
    "        if target in codes[i]:\n",
    "            cnt+=1\n",
    "    pre_ans.append(cnt/topk)\n",
    "    recalls.append(cnt/len(codes[i]))\n",
    "    f1=2*pre_ans[-1]*recalls[-1]/(pre_ans[-1]+recalls[-1]) if pre_ans[-1]+recalls[-1]!=0 else 0\n",
    "    f1s.append(f1)\n",
    "\n",
    "print(sum(pre_ans)/len(pre_ans)) \n",
    "print(sum(recalls)/len(recalls))\n",
    "print(sum(f1s)/len(f1s))\n",
    "# baseline-1.0\n",
    "# Avg. Precision@k (k = 5, 10, 15, 20): 0.0403,0.02984,0.02522,0.0218\n",
    "# Avg. Recall@k (k = 5, 10, 15, 20): 0.0959,0.1385,0.1715,0.19459\n",
    "# Avg. F1@k (k = 5, 10, 15, 20): 0.0525,0.04638,0.04205,0.03782\n",
    "# baseline-2.0\n",
    "# Avg. Precision@k (k = 5, 10, 15, 20): 0.0553,0.0410,0.0336,0.0290\n",
    "# Avg. Recall@k (k = 5, 10, 15, 20): 0.13367,0.1899,0.2284,0.25880\n",
    "# Avg. F1@k (k = 5, 10, 15, 20): 0.07199,0.0634,0.05584,0.05015"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sentence_transformers import SentenceTransformer\n",
    "import pickle\n",
    "import torch\n",
    "import os\n",
    "os.environ[\"WANDB_DISABLED\"] = \"true\"\n",
    "os.environ[\"HF_HOME\"]=\"/media/4t/2024_12_04/\"\n",
    "\n",
    "with open(\"/home/jh/codes/query5_list.pkl\", \"rb\") as f:\n",
    "    q5_list = pickle.load(f)\n",
    "sentences = [\"This is an example sentence\", \"Each sentence is converted\"]\n",
    "\n",
    "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')\n",
    "model.to('cuda')\n",
    "query5_list=[]\n",
    "for q in q5_list:\n",
    "    text=q['label']+' '+q['des']+' population: '+q['population']+', time: '+q['time']\n",
    "    with torch.no_grad():\n",
    "        embed = model.encode(text)\n",
    "    item=q.copy()\n",
    "    item['embed']=embed.tolist()\n",
    "    query5_list.append(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"/home/jh/codes/query5.pkl\", \"wb\") as f:\n",
    "    pickle.dump(query5_list, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'qid': 'Q10014',\n",
       "  'label': '\"Kampen\"',\n",
       "  'des': '\"town in the Netherlands\"',\n",
       "  'population': '+52398',\n",
       "  'time': '+2016-00-00T00:00:00Z',\n",
       "  'score': 0.7350308299064636},\n",
       " {'qid': 'Q1890',\n",
       "  'label': '\"Bengkulu\"',\n",
       "  'des': '\"province of Indonesia\"',\n",
       "  'population': '+1828291',\n",
       "  'time': '+2014-00-00T00:00:00Z',\n",
       "  'score': 0.4809502363204956},\n",
       " {'qid': 'Q15732',\n",
       "  'label': '\"Akune\"',\n",
       "  'des': '\"city in Kagoshima prefecture, Japan\"',\n",
       "  'population': '+23154',\n",
       "  'time': '+2010-01-01T00:00:00Z',\n",
       "  'score': 0.46817439794540405},\n",
       " {'qid': 'Q15732',\n",
       "  'label': '\"Akune\"',\n",
       "  'des': '\"city in Kagoshima prefecture, Japan\"',\n",
       "  'population': '+21198',\n",
       "  'time': '+2015-01-01T00:00:00Z',\n",
       "  'score': 0.4637071192264557},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+1185400',\n",
       "  'time': '+2021-01-01T00:00:00Z',\n",
       "  'score': 0.4601265788078308},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+3140',\n",
       "  'time': '+1920-00-00T00:00:00Z',\n",
       "  'score': 0.45728597044944763},\n",
       " {'qid': 'Q15732',\n",
       "  'label': '\"Akune\"',\n",
       "  'des': '\"city in Kagoshima prefecture, Japan\"',\n",
       "  'population': '+19009',\n",
       "  'time': '+2021-03-01T00:00:00Z',\n",
       "  'score': 0.4557153582572937},\n",
       " {'qid': 'Q3874',\n",
       "  'label': '\"Giessen\"',\n",
       "  'des': '\"seat of Landkreis Gießen and city in Hesse, Germany\"',\n",
       "  'population': '+87343',\n",
       "  'time': '+2017-12-31T00:00:00Z',\n",
       "  'score': 0.4553247094154358},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+709600',\n",
       "  'time': '+2009-00-00T00:00:00Z',\n",
       "  'score': 0.45231902599334717},\n",
       " {'qid': 'Q3874',\n",
       "  'label': '\"Giessen\"',\n",
       "  'des': '\"seat of Landkreis Gießen and city in Hesse, Germany\"',\n",
       "  'population': '+77366',\n",
       "  'time': '+2010-00-00T00:00:00Z',\n",
       "  'score': 0.4522750675678253},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+948800',\n",
       "  'time': '+2020-10-01T00:00:00Z',\n",
       "  'score': 0.45118552446365356},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+233500',\n",
       "  'time': '+1959-00-00T00:00:00Z',\n",
       "  'score': 0.4506179392337799},\n",
       " {'qid': 'Q3874',\n",
       "  'label': '\"Giessen\"',\n",
       "  'des': '\"seat of Landkreis Gießen and city in Hesse, Germany\"',\n",
       "  'population': '+91255',\n",
       "  'time': '+2021-12-31T00:00:00Z',\n",
       "  'score': 0.4501625597476959},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+150000',\n",
       "  'time': '+1949-00-00T00:00:00Z',\n",
       "  'score': 0.44994956254959106},\n",
       " {'qid': 'Q3874',\n",
       "  'label': '\"Giessen\"',\n",
       "  'des': '\"seat of Landkreis Gießen and city in Hesse, Germany\"',\n",
       "  'population': '+94146',\n",
       "  'time': '+2022-12-31T00:00:00Z',\n",
       "  'score': 0.4488182067871094},\n",
       " {'qid': 'Q3874',\n",
       "  'label': '\"Giessen\"',\n",
       "  'des': '\"seat of Landkreis Gießen and city in Hesse, Germany\"',\n",
       "  'population': '+88546',\n",
       "  'time': '+2019-09-30T00:00:00Z',\n",
       "  'score': 0.44819721579551697},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+561895',\n",
       "  'time': '+2000-00-00T00:00:00Z',\n",
       "  'score': 0.4480421543121338},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+778500',\n",
       "  'time': '+2014-00-00T00:00:00Z',\n",
       "  'score': 0.4480207562446594},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+863400',\n",
       "  'time': '+2020-01-01T00:00:00Z',\n",
       "  'score': 0.44695472717285156},\n",
       " {'qid': 'Q10381',\n",
       "  'label': '\"Sukabumi\"',\n",
       "  'des': '\"regency of Indonesia, on island of Java\"',\n",
       "  'population': '+2436729',\n",
       "  'time': '',\n",
       "  'score': 0.4466409683227539},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+724844',\n",
       "  'time': '+2010-00-00T00:00:00Z',\n",
       "  'score': 0.4456990361213684},\n",
       " {'qid': 'Q3874',\n",
       "  'label': '\"Giessen\"',\n",
       "  'des': '\"seat of Landkreis Gießen and city in Hesse, Germany\"',\n",
       "  'population': '+84455',\n",
       "  'time': '+2015-12-31T00:00:00Z',\n",
       "  'score': 0.44564175605773926},\n",
       " {'qid': 'Q3838',\n",
       "  'label': '\"Kinshasa\"',\n",
       "  'des': '\"capital and the largest city of the Democratic Republic of the Congo\"',\n",
       "  'population': '+6786000',\n",
       "  'time': '+2003-00-00T00:00:00Z',\n",
       "  'score': 0.44452419877052307},\n",
       " {'qid': 'Q3838',\n",
       "  'label': '\"Kinshasa\"',\n",
       "  'des': '\"capital and the largest city of the Democratic Republic of the Congo\"',\n",
       "  'population': '+7500000',\n",
       "  'time': '+2005-00-00T00:00:00Z',\n",
       "  'score': 0.4441305100917816},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+852000',\n",
       "  'time': '+2015-00-00T00:00:00Z',\n",
       "  'score': 0.44295722246170044},\n",
       " {'qid': 'Q6816',\n",
       "  'label': '\"Ulan-Ude\"',\n",
       "  'des': '\"city in eastern Russia\"',\n",
       "  'population': '+437514',\n",
       "  'time': '+2021-00-00T00:00:00Z',\n",
       "  'score': 0.4427504241466522},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+747600',\n",
       "  'time': '+2011-00-00T00:00:00Z',\n",
       "  'score': 0.4426385760307312},\n",
       " {'qid': 'Q883',\n",
       "  'label': '\"Novosibirsk\"',\n",
       "  'des': '\"Russian city; administrative center of Siberian Federal District\"',\n",
       "  'population': '+1397191',\n",
       "  'time': '+2009-00-00T00:00:00Z',\n",
       "  'score': 0.44115331768989563},\n",
       " {'qid': 'Q13991',\n",
       "  'label': '\"Shikoku\"',\n",
       "  'des': '\"fourth largest island of Japan\"',\n",
       "  'population': '+3066000',\n",
       "  'time': '+1920-00-00T00:00:00Z',\n",
       "  'score': 0.4409322738647461},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+5600',\n",
       "  'time': '+1926-00-00T00:00:00Z',\n",
       "  'score': 0.44053927063941956},\n",
       " {'qid': 'Q13991',\n",
       "  'label': '\"Shikoku\"',\n",
       "  'des': '\"fourth largest island of Japan\"',\n",
       "  'population': '+4141955',\n",
       "  'time': '+2005-00-00T00:00:00Z',\n",
       "  'score': 0.44026637077331543},\n",
       " {'qid': 'Q3838',\n",
       "  'label': '\"Kinshasa\"',\n",
       "  'des': '\"capital and the largest city of the Democratic Republic of the Congo\"',\n",
       "  'population': '+2665309',\n",
       "  'time': '+1984-00-00T00:00:00Z',\n",
       "  'score': 0.4402230978012085},\n",
       " {'qid': 'Q3323',\n",
       "  'label': '\"Belgorod\"',\n",
       "  'des': '\"city in the south of Russia\"',\n",
       "  'population': '+358286',\n",
       "  'time': '+2009-00-00T00:00:00Z',\n",
       "  'score': 0.4401915669441223},\n",
       " {'qid': 'Q6816',\n",
       "  'label': '\"Ulan-Ude\"',\n",
       "  'des': '\"city in eastern Russia\"',\n",
       "  'population': '+434869',\n",
       "  'time': '+2018-01-01T00:00:00Z',\n",
       "  'score': 0.43891486525535583},\n",
       " {'qid': 'Q883',\n",
       "  'label': '\"Novosibirsk\"',\n",
       "  'des': '\"Russian city; administrative center of Siberian Federal District\"',\n",
       "  'population': '+1567087',\n",
       "  'time': '+2015-00-00T00:00:00Z',\n",
       "  'score': 0.4386957287788391},\n",
       " {'qid': 'Q6816',\n",
       "  'label': '\"Ulan-Ude\"',\n",
       "  'des': '\"city in eastern Russia\"',\n",
       "  'population': '+430550',\n",
       "  'time': '+2016-00-00T00:00:00Z',\n",
       "  'score': 0.43847259879112244},\n",
       " {'qid': 'Q9365',\n",
       "  'label': '\"Dushanbe\"',\n",
       "  'des': '\"capital of Tajikistan\"',\n",
       "  'population': '+1201800',\n",
       "  'time': '+2022-01-01T00:00:00Z',\n",
       "  'score': 0.4381023943424225},\n",
       " {'qid': 'Q10127',\n",
       "  'label': '\"Tangerang\"',\n",
       "  'des': '\"city in Banten Province, Indonesia\"',\n",
       "  'population': '+2237006',\n",
       "  'time': '+2019-00-00T00:00:00Z',\n",
       "  'score': 0.43763723969459534},\n",
       " {'qid': 'Q10617',\n",
       "  'label': '\"Kebumen\"',\n",
       "  'des': '\"regency of Indonesia, on island of Java\"',\n",
       "  'population': '+1197982',\n",
       "  'time': '+2019-00-00T00:00:00Z',\n",
       "  'score': 0.436932235956192},\n",
       " {'qid': 'Q13991',\n",
       "  'label': '\"Shikoku\"',\n",
       "  'des': '\"fourth largest island of Japan\"',\n",
       "  'population': '+4221000',\n",
       "  'time': '+1950-00-00T00:00:00Z',\n",
       "  'score': 0.43660229444503784},\n",
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       "  'population': '+9830358',\n",
       "  'time': '+1977-00-00T00:00:00Z',\n",
       "  'score': 0.34849438071250916},\n",
       " {'qid': 'Q2137',\n",
       "  'label': '\"Totma\"',\n",
       "  'des': '\"town in Vologda Oblast, Russia\"',\n",
       "  'population': '+4900',\n",
       "  'time': '+1897-00-00T00:00:00Z',\n",
       "  'score': 0.3484875559806824},\n",
       " {'qid': 'Q7941',\n",
       "  'label': '\"Kirovsky District\"',\n",
       "  'des': '\"district of Leningrad Oblast, Russia\"',\n",
       "  'population': '+101497',\n",
       "  'time': '+2011-00-00T00:00:00Z',\n",
       "  'score': 0.3484404683113098},\n",
       " {'qid': 'Q2137',\n",
       "  'label': '\"Totma\"',\n",
       "  'des': '\"town in Vologda Oblast, Russia\"',\n",
       "  'population': '+9860',\n",
       "  'time': '+2013-00-00T00:00:00Z',\n",
       "  'score': 0.3483860492706299},\n",
       " {'qid': 'Q2207',\n",
       "  'label': '\"Naga\"',\n",
       "  'des': '\"city of the Philippines in the province of Camarines Sur\"',\n",
       "  'population': '+9396',\n",
       "  'time': '+1918-12-31T00:00:00Z',\n",
       "  'score': 0.348312109708786},\n",
       " {'qid': 'Q6230',\n",
       "  'label': '\"Lippe\"',\n",
       "  'des': '\"German district in North Rhine-Westphalia\"',\n",
       "  'population': '+348391',\n",
       "  'time': '+2018-12-31T00:00:00Z',\n",
       "  'score': 0.34803223609924316},\n",
       " {'qid': 'Q15287',\n",
       "  'label': '\"Novaya Ladoga\"',\n",
       "  'des': '\"town in Russia\"',\n",
       "  'population': '+3783',\n",
       "  'time': '+1910-00-00T00:00:00Z',\n",
       "  'score': 0.3478853404521942},\n",
       " {'qid': 'Q4824',\n",
       "  'label': '\"Yefimovsky\"',\n",
       "  'des': '\"urban locality in Boksitogorsky District of Leningrad Oblast, Russia\"',\n",
       "  'population': '+3718',\n",
       "  'time': '+2014-00-00T00:00:00Z',\n",
       "  'score': 0.34787583351135254},\n",
       " {'qid': 'Q15238',\n",
       "  'label': '\"Volosovo\"',\n",
       "  'des': '\"town in Leningrad Oblast, Russia\"',\n",
       "  'population': '+3751',\n",
       "  'time': '+1949-00-00T00:00:00Z',\n",
       "  'score': 0.3478713929653168},\n",
       " {'qid': 'Q12992',\n",
       "  'label': '\"Oudenaarde\"',\n",
       "  'des': '\"city in East Flanders, Belgium\"',\n",
       "  'population': '+31132',\n",
       "  'time': '+2018-01-01T00:00:00Z',\n",
       "  'score': 0.34781327843666077},\n",
       " {'qid': 'Q15238',\n",
       "  'label': '\"Volosovo\"',\n",
       "  'des': '\"town in Leningrad Oblast, Russia\"',\n",
       "  'population': '+11931',\n",
       "  'time': '+2021-00-00T00:00:00Z',\n",
       "  'score': 0.34778013825416565},\n",
       " {'qid': 'Q6441',\n",
       "  'label': '\"Montpellier\"',\n",
       "  'des': '\"city in Hérault, France\"',\n",
       "  'population': '+286098',\n",
       "  'time': '+2016-01-01T00:00:00Z',\n",
       "  'score': 0.34771743416786194},\n",
       " {'qid': 'Q3680',\n",
       "  'label': '\"Krasnodar Krai\"',\n",
       "  'des': '\"administrative division (krai) in the North Caucasus region of southern Russia\"',\n",
       "  'population': '+5675462',\n",
       "  'time': '+2020-00-00T00:00:00Z',\n",
       "  'score': 0.34769749641418457},\n",
       " {'qid': 'Q9862',\n",
       "  'label': '\"Rucphen\"',\n",
       "  'des': '\"municipality in the Netherlands\"',\n",
       "  'population': '+7514',\n",
       "  'time': '+1930-01-01T00:00:00Z',\n",
       "  'score': 0.34767287969589233},\n",
       " {'qid': 'Q819',\n",
       "  'label': '\"Laos\"',\n",
       "  'des': '\"country in Southeast Asia\"',\n",
       "  'population': '+2836932',\n",
       "  'time': '+1972-00-00T00:00:00Z',\n",
       "  'score': 0.34766823053359985},\n",
       " {'qid': 'Q4824',\n",
       "  'label': '\"Yefimovsky\"',\n",
       "  'des': '\"urban locality in Boksitogorsky District of Leningrad Oblast, Russia\"',\n",
       "  'population': '+4624',\n",
       "  'time': '+1959-00-00T00:00:00Z',\n",
       "  'score': 0.34760549664497375},\n",
       " {'qid': 'Q2137',\n",
       "  'label': '\"Totma\"',\n",
       "  'des': '\"town in Vologda Oblast, Russia\"',\n",
       "  'population': '+10900',\n",
       "  'time': '+2001-00-00T00:00:00Z',\n",
       "  'score': 0.3475905656814575},\n",
       " {'qid': 'Q916',\n",
       "  'label': '\"Angola\"',\n",
       "  'des': '\"country on the west coast of Southern Africa\"',\n",
       "  'population': '+15976715',\n",
       "  'time': '+2004-00-00T00:00:00Z',\n",
       "  'score': 0.34756869077682495},\n",
       " ...]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q='what is the population of Kampen?'\n",
    "with torch.no_grad():\n",
    "    q_embed = model.encode(q)\n",
    "\n",
    "res=[]\n",
    "\n",
    "for q in query5_list:\n",
    "    #计算q_embed和q['embed']的余弦相似度\n",
    "    cos_sim = torch.nn.functional.cosine_similarity(torch.tensor(q_embed), torch.tensor(q['embed']), dim=0)\n",
    "    item=q.copy()\n",
    "    #item删除embed字段\n",
    "    del item['embed']\n",
    "    item['score']=cos_sim.item()\n",
    "    res.append(item)\n",
    "res.sort(key=lambda x:x['score'],reverse=True)\n",
    "res"
   ]
  }
 ],
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